{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JfOIB1KdkbYW"
      },
      "source": [
        "##### Copyright 2020 The TensorFlow Authors."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "cellView": "form",
        "id": "Ojb0aXCmBgo7"
      },
      "outputs": [],
      "source": [
        "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# you may not use this file except in compliance with the License.\n",
        "# You may obtain a copy of the License at\n",
        "#\n",
        "# https://www.apache.org/licenses/LICENSE-2.0\n",
        "#\n",
        "# Unless required by applicable law or agreed to in writing, software\n",
        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        "# See the License for the specific language governing permissions and\n",
        "# limitations under the License."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M9Y4JZ0ZGoE4"
      },
      "source": [
        "# Super resolution with TensorFlow Lite"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-uF3N4BbaMvA"
      },
      "source": [
        "## Overview"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "isbXET4vVHfu"
      },
      "source": [
        "The task of recovering a high resolution (HR) image from its low resolution counterpart is commonly referred to as Single Image Super Resolution (SISR). \n",
        "\n",
        "The model used here is ESRGAN\n",
        "([ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks](https://arxiv.org/abs/1809.00219)). And we are going to use TensorFlow Lite to run inference on the pretrained model.\n",
        "\n",
        "The TFLite model is converted from this\n",
        "[implementation](https://tfhub.dev/captain-pool/esrgan-tf2/1) hosted on TF Hub. Note that the model we converted upsamples a 50x50 low resolution image to a 200x200 high resolution image (scale factor=4). If you want a different input size or scale factor, you need to re-convert or re-train the original model."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2dQlTqiffuoU"
      },
      "source": [
        "## Setup"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qKyMtsGqu3zH"
      },
      "source": [
        "Since we are going to need to do some color space transformation, let's install OpenCV first."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "7YTT1Rxsw3A9"
      },
      "outputs": [],
      "source": [
        "!pip install opencv-python matplotlib tensorflow"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Clz5Kl97FswD"
      },
      "source": [
        "Import dependencies."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "2xh1kvGEBjuP"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "2.3.0\n"
          ]
        }
      ],
      "source": [
        "import tensorflow as tf\n",
        "import tensorflow_hub as hub\n",
        "import cv2\n",
        "import matplotlib.pyplot as plt\n",
        "print(tf.__version__)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "i5miVfL4kxTA"
      },
      "source": [
        "Download and convert the ESRGAN model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "X5PvXIXRwvHj"
      },
      "outputs": [],
      "source": [
        "model = hub.load(\"https://tfhub.dev/captain-pool/esrgan-tf2/1\")\n",
        "concrete_func = model.signatures[tf.saved_model.DEFAULT_SERVING_SIGNATURE_DEF_KEY]\n",
        "concrete_func.inputs[0].set_shape([1, 50, 50, 3])\n",
        "converter = tf.lite.TFLiteConverter.from_concrete_functions([concrete_func], model)\n",
        "converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
        "tflite_model = converter.convert()\n",
        "\n",
        "# Save the TF Lite model.\n",
        "with tf.io.gfile.GFile('ESRGAN.tflite', 'wb') as f:\n",
        "  f.write(tflite_model)\n",
        "\n",
        "esrgan_model_path = './ESRGAN.tflite'"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jH5-xPkyUEqt"
      },
      "source": [
        "Download a test image (insect head)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "suWiStTWgK6e"
      },
      "outputs": [],
      "source": [
        "test_img_path = tf.keras.utils.get_file('lr.jpg', 'https://raw.githubusercontent.com/tensorflow/examples/master/lite/examples/super_resolution/android/app/src/main/assets/lr-1.jpg')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rgQ4qRuFNpyW"
      },
      "source": [
        "## Generate a super resolution image using TensorFlow Lite"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "J9FV4btf02-2"
      },
      "outputs": [],
      "source": [
        "lr = cv2.imread(test_img_path)\n",
        "lr = cv2.cvtColor(lr, cv2.COLOR_BGR2RGB)\n",
        "lr = tf.expand_dims(lr, axis=0)\n",
        "lr = tf.cast(lr, tf.float32)\n",
        "\n",
        "# Load TFLite model and allocate tensors.\n",
        "interpreter = tf.lite.Interpreter(model_path=esrgan_model_path)\n",
        "interpreter.allocate_tensors()\n",
        "\n",
        "# Get input and output tensors.\n",
        "input_details = interpreter.get_input_details()\n",
        "output_details = interpreter.get_output_details()\n",
        "\n",
        "# Run the model\n",
        "interpreter.set_tensor(input_details[0]['index'], lr)\n",
        "interpreter.invoke()\n",
        "\n",
        "# Extract the output and postprocess it\n",
        "output_data = interpreter.get_tensor(output_details[0]['index'])\n",
        "sr = tf.squeeze(output_data, axis=0)\n",
        "sr = tf.clip_by_value(sr, 0, 255)\n",
        "sr = tf.round(sr)\n",
        "sr = tf.cast(sr, tf.uint8)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EwddQrDUNQGO"
      },
      "source": [
        "## Visualize the result"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "aasKuozt1gNd"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "\u003cFigure size 72x72 with 1 Axes\u003e"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "\u003cFigure size 720x288 with 2 Axes\u003e"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "lr = tf.cast(tf.squeeze(lr, axis=0), tf.uint8)\n",
        "plt.figure(figsize = (1, 1))\n",
        "plt.title('LR')\n",
        "plt.imshow(lr.numpy());\n",
        "\n",
        "plt.figure(figsize=(10, 4))\n",
        "plt.subplot(1, 2, 1)        \n",
        "plt.title(f'ESRGAN (x4)')\n",
        "plt.imshow(sr.numpy());\n",
        "\n",
        "bicubic = tf.image.resize(lr, [200, 200], tf.image.ResizeMethod.BICUBIC)\n",
        "bicubic = tf.cast(bicubic, tf.uint8)\n",
        "plt.subplot(1, 2, 2)   \n",
        "plt.title('Bicubic')\n",
        "plt.imshow(bicubic.numpy());"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0kb-fkogObjq"
      },
      "source": [
        "## Performance Benchmarks"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tNzdgpqTy5P3"
      },
      "source": [
        "Performance benchmark numbers are generated with the tool\n",
        "[described here](https://www.tensorflow.org/lite/performance/benchmarks).\n",
        "\n",
        "\u003ctable\u003e\n",
        "  \u003cthead\u003e\n",
        "    \u003ctr\u003e\n",
        "      \u003cth\u003eModel Name\u003c/th\u003e\n",
        "      \u003cth\u003eModel Size \u003c/th\u003e\n",
        "      \u003cth\u003eDevice \u003c/th\u003e\n",
        "      \u003cth\u003eCPU\u003c/th\u003e\n",
        "      \u003cth\u003eGPU\u003c/th\u003e\n",
        "    \u003c/tr\u003e\n",
        "  \u003c/thead\u003e\n",
        "  \u003ctr\u003e\n",
        "    \u003ctd rowspan = 3\u003e\n",
        "      super resolution (ESRGAN)\n",
        "    \u003c/td\u003e\n",
        "    \u003ctd rowspan = 3\u003e\n",
        "      4.8 Mb\n",
        "    \u003c/td\u003e\n",
        "    \u003ctd\u003ePixel 3\u003c/td\u003e\n",
        "    \u003ctd\u003e586.8ms*\u003c/td\u003e\n",
        "      \u003ctd\u003e128.6ms\u003c/td\u003e\n",
        "  \u003c/tr\u003e\n",
        "  \u003ctr\u003e\n",
        "     \u003ctd\u003ePixel 4\u003c/td\u003e\n",
        "    \u003ctd\u003e385.1ms*\u003c/td\u003e\n",
        "      \u003ctd\u003e130.3ms\u003c/td\u003e\n",
        "  \u003c/tr\u003e\n",
        "\n",
        "\u003c/table\u003e\n",
        "\n",
        "**4 threads used*"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "name": "super_resolution.ipynb",
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
